controlled-differential-equations

There are 1 repository under controlled-differential-equations topic.

patrick-kidger / NeuralCDE
Code for "Neural Controlled Differential Equations for Irregular Time Series" (Neurips 2020 Spotlight)
machine-learning rough-paths neural-differential-equations time-series controlled-differential-equations deep-learning deep-neural-networks pytorch dynamical-systems differential-equations neural-networks
Language:Python 588
patrick-kidger / torchcde
Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.
time-series machine-learning neural-differential-equations controlled-differential-equations deep-learning deep-neural-networks pytorch dynamical-systems differential-equations neural-networks
Language:Python 397
jambo6 / neuralRDEs
Code for: "Neural Rough Differential Equations for Long Time Series", (ICML 2021)
time-series time-series-analysis machine-learning pytorch deep-learning signatures neural-cdes controlled-differential-equations numerical-methods rough-paths
Language:Jupyter Notebook 112
patrick-kidger / FasterNeuralDiffEq
Code for "'Hey, that's not an ODE:' Faster ODE Adjoints via Seminorms" (ICML 2021)
deep-neural-networks deep-learning pytorch dynamical-systems differential-equations ordinary-differential-equations controlled-differential-equations neural-differential-equations numerical-methods numerical-analysis machine-learning
Language:Python 85
IDSIA / neuraldiffeq-fwp
Official repository for the paper "Neural Differential Equations for Learning to Program Neural Nets Through Continuous Learning Rules" (NeurIPS 2022)
controlled-differential-equations fast-weight-programmers fast-weights neural-differential-equations neural-odes continuous-time-sequence-processing
Language:Python 18
sourav-roni / BCR-DE
Code for "Controlled Differential Equations on Long Sequences via Non-standard Wavelets" paper. ICML23
controlled-differential-equations machine-learning neural-differential-equations neural-networks pytorch time-series wavelets coupled-differential-equations locally-connected-convolution partially-unshared-convolution
Language:Jupyter Notebook 3